{
  "id": 428381,
  "title": "54th place solution YOLOV8x + WBF + TTA ensemble train and inference code",
  "url": "/competitions/hubmap-hacking-the-human-vasculature/discussion/428381",
  "author_name": "sir-timio",
  "post_date": "2023-08-01T07:31:56.309000",
  "votes": 5,
  "comment_count": 0,
  "views": 0,
  "content": "<p>Summary:<br>\nMultilabelStratifiedKFolds on dataset, source, num_cells with yolov8 on one class, drop unsure, TTA, WBF, dilation</p>\n<p>Inference code: <a href=\"https://www.kaggle.com/code/sirtimio/infer-yolov8-tta-wbf-55th-place\" target=\"_blank\">https://www.kaggle.com/code/sirtimio/infer-yolov8-tta-wbf-55th-place</a></p>\n<p>Train code:  <a href=\"https://github.com/sir-timio/HuBMAP-2023\" target=\"_blank\">https://github.com/sir-timio/HuBMAP-2023</a></p>\n<p>Best private: 0.552 without dilation and trained mostly on dataset 1</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F7215366%2Fab482c349804007b4699e3250f68f6db%2F2023-08-01%20%2010.30.49.jpg?generation=1690875066944109&amp;alt=media\" alt=\"\"></p>",
  "messages": [
    {
      "id": 2368475,
      "postDate": "2023-08-01T07:31:56.310Z",
      "content": "<p>Summary:<br>\nMultilabelStratifiedKFolds on dataset, source, num_cells with yolov8 on one class, drop unsure, TTA, WBF, dilation</p>\n<p>Inference code: <a href=\"https://www.kaggle.com/code/sirtimio/infer-yolov8-tta-wbf-55th-place\" target=\"_blank\">https://www.kaggle.com/code/sirtimio/infer-yolov8-tta-wbf-55th-place</a></p>\n<p>Train code:  <a href=\"https://github.com/sir-timio/HuBMAP-2023\" target=\"_blank\">https://github.com/sir-timio/HuBMAP-2023</a></p>\n<p>Best private: 0.552 without dilation and trained mostly on dataset 1</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F7215366%2Fab482c349804007b4699e3250f68f6db%2F2023-08-01%20%2010.30.49.jpg?generation=1690875066944109&amp;alt=media\" alt=\"\"></p>",
      "rawMarkdown": "Summary:\nMultilabelStratifiedKFolds on dataset, source, num_cells with yolov8 on one class, drop unsure, TTA, WBF, dilation\n\nInference code: https://www.kaggle.com/code/sirtimio/infer-yolov8-tta-wbf-55th-place\n\nTrain code:  https://github.com/sir-timio/HuBMAP-2023\n\nBest private: 0.552 without dilation and trained mostly on dataset 1\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F7215366%2Fab482c349804007b4699e3250f68f6db%2F2023-08-01%20%2010.30.49.jpg?generation=1690875066944109&alt=media)",
      "votes": 4
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "2368475": "Summary:\nMultilabelStratifiedKFolds on dataset, source, num_cells with yolov8 on one class, drop unsure, TTA, WBF, dilation\n\nInference code: https://www.kaggle.com/code/sirtimio/infer-yolov8-tta-wbf-55th-place\n\nTrain code:  https://github.com/sir-timio/HuBMAP-2023\n\nBest private: 0.552 without dilation and trained mostly on dataset 1\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F7215366%2Fab482c349804007b4699e3250f68f6db%2F2023-08-01%20%2010.30.49.jpg?generation=1690875066944109&alt=media)"
  }
}